{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Audio spectrogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Background\n",
    "\n",
    "In this example we will go through the steps to build a DALI audio processing pipeline, including the calculation of a spectrogram. A spectrogram is a representation of a signal (e.g. an audio signal) that shows the evolution of the frequency spectrum in time.\n",
    "\n",
    "Typically, a spectrogram is calculated by computing the fast fourier transform (FFT) over a series of overlapping windows extracted from the original signal. The process of dividing the signal in short term sequences of fixed size and applying FFT on those independently is called Short-time Fourier transform (STFT). The spectrogram is then calculated as the (typically squared) complex magnitude of the STFT.\n",
    "\n",
    "Extracting short term windows of the original image affects the calculated spectrum by producing aliasing artifacts. This is often called spectral leakage. To control/reduce the spectral leakage effect, we use different window functions when extracting the windows. Some examples of window functions are: Hann, Hanning, etc.\n",
    "\n",
    "It is beyond the scope of this example to go deeper into the details of the signal processing concepts we mentioned above. More information can be found here:\n",
    "- [STFT](https://en.wikipedia.org/wiki/Short-time_Fourier_transform)\n",
    "- [Window functions](https://en.wikipedia.org/wiki/Window_function)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reference implementation\n",
    "\n",
    "To verify the correctness of DALI's implementation, we will compare it against librosa (https://librosa.github.io/librosa/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import librosa as librosa\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "import librosa.display\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`DALI_EXTRA_PATH` environment variable should point to the place where data from [DALI extra repository](https://github.com/NVIDIA/DALI_extra) is downloaded. Please make sure that the proper release tag is checked out.\n",
    "\n",
    "Librosa provides an API to calculate the STFT, producing a complex output (i.e. complex numbers). It is then trivial to calculate the power spectrum from the complex STFT by the following."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_data_root = os.environ[\"DALI_EXTRA_PATH\"]\n",
    "sample_data = os.path.join(\n",
    "    test_data_root, \"db\", \"audio\", \"wav\", \"237-134500-0000.wav\"\n",
    ")\n",
    "\n",
    "# Size of the FFT, which will also be used as the window length\n",
    "n_fft = 2048\n",
    "\n",
    "# Step or stride between windows. If the step is smaller than the window length,\n",
    "# the windows will overlap\n",
    "hop_length = 512\n",
    "\n",
    "# Load sample audio file\n",
    "y, sr = librosa.load(sample_data)\n",
    "\n",
    "# Calculate the spectrogram as the square of the complex magnitude of the STFT\n",
    "spectrogram_librosa = (\n",
    "    np.abs(\n",
    "        librosa.stft(\n",
    "            y,\n",
    "            n_fft=n_fft,\n",
    "            hop_length=hop_length,\n",
    "            win_length=n_fft,\n",
    "            window=\"hann\",\n",
    "            pad_mode=\"reflect\",\n",
    "        )\n",
    "    )\n",
    "    ** 2\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now transform the spectrogram output to a logarithmic scale by transforming the amplitude to decibels. While doing so we will also normalize the spectrogram so that its maximum represent the 0 dB point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "spectrogram_librosa_db = librosa.power_to_db(spectrogram_librosa, ref=np.max)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The last step is to display the spectrogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def show_spectrogram(spec, title, sr, hop_length, y_axis=\"log\", x_axis=\"time\"):\n",
    "    librosa.display.specshow(\n",
    "        spec, sr=sr, y_axis=y_axis, x_axis=x_axis, hop_length=hop_length\n",
    "    )\n",
    "    plt.title(title)\n",
    "    plt.colorbar(format=\"%+2.0f dB\")\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "show_spectrogram(\n",
    "    spectrogram_librosa_db, \"Reference power spectrogram\", sr, hop_length\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculating the Spectrogram using DALI\n",
    "\n",
    "To demonstrate DALI's [spectrogram](../../operations/nvidia.dali.fn.spectrogram.html) operator we will define a DALI pipeline, whose input will be provided externally with the help of [external_source](../../operations/nvidia.dali.fn.external_source.html) operator. For demonstration purposes, we can just feed the same input in every iteration, as we will be only calculating one spectrogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nvidia.dali import pipeline_def\n",
    "import nvidia.dali.fn as fn\n",
    "import nvidia.dali.types as types\n",
    "import nvidia.dali as dali\n",
    "\n",
    "audio_data = np.array(y, dtype=np.float32)\n",
    "\n",
    "\n",
    "@pipeline_def\n",
    "def spectrogram_pipe(nfft, window_length, window_step, device=\"cpu\"):\n",
    "    audio = types.Constant(device=device, value=audio_data)\n",
    "    spectrogram = fn.spectrogram(\n",
    "        audio,\n",
    "        device=device,\n",
    "        nfft=nfft,\n",
    "        window_length=window_length,\n",
    "        window_step=window_step,\n",
    "    )\n",
    "    return spectrogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the pipeline defined, we can now just build it and run it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = spectrogram_pipe(\n",
    "    device=\"gpu\",\n",
    "    batch_size=1,\n",
    "    num_threads=3,\n",
    "    device_id=0,\n",
    "    nfft=n_fft,\n",
    "    window_length=n_fft,\n",
    "    window_step=hop_length,\n",
    ")\n",
    "pipe.build()\n",
    "outputs = pipe.run()\n",
    "spectrogram_dali = outputs[0][0].as_cpu()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and display it as we did with the reference implementation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "spectrogram_dali_db = librosa.power_to_db(spectrogram_dali, ref=np.max)\n",
    "show_spectrogram(spectrogram_dali_db, \"DALI power spectrogram\", sr, hop_length)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a last sanity check, we can verify that the numerical difference between the reference implementation and DALI's is insignificant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average error: 0.00491 dB\n"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    \"Average error: {0:.5f} dB\".format(\n",
    "        np.mean(np.abs(spectrogram_dali_db - spectrogram_librosa_db))\n",
    "    )\n",
    ")\n",
    "assert np.allclose(spectrogram_dali_db, spectrogram_librosa_db, atol=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mel Spectrogram\n",
    "\n",
    "The mel scale is a non-linear transformation of frequency scale based on the perception of pitches. The mel scale is calculated so that two pairs of frequencies separated by a delta in the mel scale are perceived by humans as being equidistant. More information can be found here: https://en.wikipedia.org/wiki/Mel_scale.\n",
    "\n",
    "In machine learning applications involving speech and audio, we typically want to represent the power spectrogram in the mel scale domain. We do that by applying a bank of overlapping triangular filters that compute the energy of the spectrum in each band.\n",
    "\n",
    "Typically, we want the mel spectrogram represented in decibels. We can calculate a mel spectrogram in decibels by using the following DALI pipeline. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "@pipeline_def\n",
    "def mel_spectrogram_pipe(nfft, window_length, window_step, device=\"cpu\"):\n",
    "    audio = types.Constant(device=device, value=audio_data)\n",
    "    spectrogram = fn.spectrogram(\n",
    "        audio,\n",
    "        device=device,\n",
    "        nfft=nfft,\n",
    "        window_length=window_length,\n",
    "        window_step=window_step,\n",
    "    )\n",
    "    mel_spectrogram = fn.mel_filter_bank(\n",
    "        spectrogram, sample_rate=sr, nfilter=128, freq_high=8000.0\n",
    "    )\n",
    "    mel_spectrogram_dB = fn.to_decibels(\n",
    "        mel_spectrogram, multiplier=10.0, cutoff_db=-80\n",
    "    )\n",
    "    return mel_spectrogram_dB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = mel_spectrogram_pipe(\n",
    "    device=\"gpu\",\n",
    "    batch_size=1,\n",
    "    num_threads=3,\n",
    "    device_id=0,\n",
    "    nfft=n_fft,\n",
    "    window_length=n_fft,\n",
    "    window_step=hop_length,\n",
    ")\n",
    "pipe.build()\n",
    "outputs = pipe.run()\n",
    "mel_spectrogram_dali_db = np.array(outputs[0][0].as_cpu())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now verify that it produces the same result as Librosa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_spectrogram(\n",
    "    mel_spectrogram_dali_db,\n",
    "    \"DALI Mel-frequency spectrogram\",\n",
    "    sr,\n",
    "    hop_length,\n",
    "    y_axis=\"mel\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_spectrogram_librosa = librosa.feature.melspectrogram(\n",
    "    y=y, sr=sr, n_mels=128, fmax=8000, pad_mode=\"reflect\"\n",
    ")\n",
    "mel_spectrogram_librosa_db = librosa.power_to_db(\n",
    "    mel_spectrogram_librosa, ref=np.max\n",
    ")\n",
    "assert np.allclose(mel_spectrogram_dali_db, mel_spectrogram_librosa_db, atol=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mel-Frequency Cepstral Coefficients (MFCCs)\n",
    "\n",
    "MFCCs are an alternative representation of the Mel-frequency spectrogram often used in audio applications. The MFCCs are calculated by applying the discrete cosine transform (DCT) to a mel-frequency spectrogram. \n",
    "\n",
    "DALI's implementation of DCT uses uses the formulas described in https://en.wikipedia.org/wiki/Discrete_cosine_transform\n",
    "\n",
    "\n",
    "In addition to the DCT, a cepstral filter (also known as *liftering*) can be applied to emphasize higher order coefficients.\n",
    "\n",
    "A *liftered* cepstral coefficient is calculated according to the formula\n",
    "$$\n",
    "\\widehat{\\text{MFCC}_i} = w_{i} \\cdot \\text{MFCC}_{i}\n",
    "$$\n",
    "where\n",
    "$$\n",
    "w_i = 1 + \\frac{L}{2}\\sin\\Big(\\frac{\\pi i}{L}\\Big)\n",
    "$$\n",
    "where $L$ is the *liftering* coefficient.\n",
    "\n",
    "More information about MFCC can be found here: https://en.wikipedia.org/wiki/Mel-frequency_cepstrum."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use DALI's MFCC operator to transform the mel-spectrogram into a set of MFCCs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "@pipeline_def\n",
    "def mel_spectrogram_pipe(\n",
    "    nfft,\n",
    "    window_length,\n",
    "    window_step,\n",
    "    dct_type,\n",
    "    n_mfcc,\n",
    "    normalize,\n",
    "    lifter,\n",
    "    device=\"cpu\",\n",
    "):\n",
    "    audio = types.Constant(device=device, value=audio_data)\n",
    "    spectrogram = fn.spectrogram(\n",
    "        audio,\n",
    "        device=device,\n",
    "        nfft=nfft,\n",
    "        window_length=window_length,\n",
    "        window_step=window_step,\n",
    "    )\n",
    "    mel_spectrogram = fn.mel_filter_bank(\n",
    "        spectrogram, sample_rate=sr, nfilter=128, freq_high=8000.0\n",
    "    )\n",
    "    mel_spectrogram_dB = fn.to_decibels(\n",
    "        mel_spectrogram, multiplier=10.0, cutoff_db=-80\n",
    "    )\n",
    "    mfccs = fn.mfcc(\n",
    "        mel_spectrogram_dB,\n",
    "        axis=0,\n",
    "        dct_type=dct_type,\n",
    "        n_mfcc=n_mfcc,\n",
    "        normalize=normalize,\n",
    "        lifter=lifter,\n",
    "    )\n",
    "    return mfccs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now run the pipeline and display the output as we did previously"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = mel_spectrogram_pipe(\n",
    "    device=\"gpu\",\n",
    "    batch_size=1,\n",
    "    num_threads=3,\n",
    "    device_id=0,\n",
    "    nfft=n_fft,\n",
    "    window_length=n_fft,\n",
    "    window_step=hop_length,\n",
    "    dct_type=2,\n",
    "    n_mfcc=40,\n",
    "    normalize=True,\n",
    "    lifter=0,\n",
    ")\n",
    "pipe.build()\n",
    "outputs = pipe.run()\n",
    "mfccs_dali = np.array(outputs[0][0].as_cpu())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 4))\n",
    "librosa.display.specshow(mfccs_dali, x_axis=\"time\")\n",
    "plt.colorbar()\n",
    "plt.title(\"MFCC (DALI)\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a last step, let's verify that this implementation produces the same result as Librosa. Please note, we are comparing the ortho-normalized MFCCs, as Librosa's DCT implementation uses a different formula which causes the output to be scaled by a factor of 2 when we compare it with the Wikipedia's formulae. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "mfccs_librosa = librosa.feature.mfcc(\n",
    "    S=mel_spectrogram_librosa_db, dct_type=2, n_mfcc=40, norm=\"ortho\", lifter=0\n",
    ")\n",
    "assert np.allclose(mfccs_librosa, mfccs_dali, atol=1)"
   ]
  }
 ],
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